| Literature DB >> 34790747 |
Wuzheng Xia1, Tianyi Peng2,3, Renguo Guan2, Yu Zhou4, Cong Zeng5, Ye Lin2, Zhongshi Wu2, Hongmei Tan6.
Abstract
BACKGROUND: Hepatocellular carcinoma (HCC) is one of the most common malignant cancers worldwide. Curative resection is an effective treatment but HCC recurrence rates remain high. This study aimed to establish a novel prognostic nomogram to assess the risk of recurrence in patients following curative resection.Entities:
Keywords: Hepatocellular carcinoma (HCC); nomogram; recurrence; resection
Year: 2021 PMID: 34790747 PMCID: PMC8576734 DOI: 10.21037/atm-21-4837
Source DB: PubMed Journal: Ann Transl Med ISSN: 2305-5839
Patient profiles and tumor characteristics
| Variables | Number of patients | P value | |
|---|---|---|---|
| Training set (n=291) | Validation set (n=97) | ||
| Age (years): <40/40–59/≥60 | 37/159/95 | 10/56/31 | 0.785 |
| Gender: male/female | 256/35 | 90/7 | 0.187 |
| TMN stage: T1A/T1B/T2/T3A/T3B | 32/116/85/21/37 | 12/41/26/9/9 | 0.827 |
| AFP (ng/mL): <100/100–400/>400 | 165/40/86 | 62/10/25 | 0.432 |
| HbsAg: negative/positive | 59/232 | 21/76 | 0.772 |
| HbeAg: negative/positive | 245/46 | 83/14 | 0.746 |
| HbcAb: negative/positive | 93/198 | 35/62 | 0.454 |
| HBVDNA: negative (<500)/positive (≥500) | 189/102 | 62/35 | 0.854 |
| HCV: negative/positive | 260/31 | 88/9 | 0.700 |
| Tumor number: ½/3/≥4 | 1.4±0.9 | 1.3±0.8 | |
| Tumor location (lobe): right/left/middle/others/multiple | 163/67/42/10/9 | 54/25/15/2/1 | 0.749 |
| Tumor capsular: complete/incomplete | 254/37 | 83/14 | 0.664 |
| Hepatic venous cancer plug: present/absent | 16/275 | 4/93 | 0.596 |
| Portal vein tumor thrombi: present/absent | 22/269 | 4/93 | 0.241 |
| Cholangiocarcinoma bolt: present/absent | 7/284 | 3/94 | 0.711 |
| Peripheral organs invaded: present/absent | 16/275 | 7/90 | 0.535 |
| Pathological grade: I/II/III/IV | 6/108/171/6 | 0/38/59/0 | 0.247 |
| Cut edge: negative/positive | 275/16 | 93/4 | 0.596 |
| Vascular tumor emboli: present/absent | 93/198 | 27/70 | 0.447 |
| Preoperative neo-adjuvant chemotherapy: no/TACE/others | 277/13/1 | 91/6/0 | 0.675 |
| Modus operandi: open/laparoscopic | 184/107 | 63/34 | 0.761 |
| Anatomical resection: yes/no | 76/215 | 21/76 | 0.379 |
| Intraoperative blood loss (mL): ≤400/>400 | 186/105 | 68/29 | 0.267 |
| Intraoperative blood transfusion: No/yes | 239/52 | 82/15 | 0.587 |
| Postoperative complication: none/post-operation hemorrhage/bile leakage/liver failure/others | 268/10/2/2/9 | 87/2/1/1/6 | 0.642 |
| Postoperative adjuvant therapy: hyperthermic intraperitoneal perfusion/TACE/Sorafenib/none | 26/96/4/165 | 8/27/1/61 | 0.755 |
| Recurrent status: yes/no | 194/97 | 67/30 | 0.662 |
| ALT (U/L), mean ± standard error | 47.2±54.0 | 52.4±60.0 | |
| AST (U/L), mean ± standard error | 52.9±52.0 | 56.0±58.8 | |
| GGT (U/L), mean ± standard error | 85.7±85.4 | 82.4±95.2 | |
| ALP (U/L), mean ± standard error | 97.8±47.1 | 95.4±50.6 | |
| Dbil (µmol/L), mean ± standard error | 4.8±5.6 | 4.5±3.0 | |
| APTT (seconds), mean ± standard error | 38.6±5.6 | 4.5±3.0 | |
| INR, mean ± standard error | 1.1±0.2 | 1.1±0.3 | |
| WBC (109/L), mean ± standard error | 6.6±2.4 | 6.4±2.6 | |
| Hemoglobin (g/L), mean ± standard error | 135.0±19.3 | 136.6±18.8 | |
| Platelet (109/L), mean ± standard error | 194.4±76.5 | 189.5±79.0 | |
| Tumor size (cm), mean ± standard error | 5.7±3.6 | 5.4±3.4 | |
ALT, alanine transaminase; AST, alanine aminotransferase; GGT, gamma-glutamyl transpeptidase; ALP, alkaline phosphatase; ALB, albumin; Tbil, total bilirubin; Dbil, direct bilirubin; PT, prothrombin pime; APTT, activated partial thromboplastin time; INR, international normalized ratio; APF, alpha-fetoprotein; HbsAg, hepatitis B surface antigen; HbeAg, hepatitis B e-antigen; HbcAb, hepatitis B core antibody; HBV-DNA, hepatitis B DNA; HCV; hepatitis C virus; WBC, white blood cell.
Univariate analyses of factors associated with hepatocellular carcinoma early recurrence after curative hepatectomy in the training set
| Variables | Number of patients | P value | |
|---|---|---|---|
| Patients with early recurrence (n=194) | Patients without early recurrence (n=97) | ||
| Age (years): <40/40–59/≥60 | 17/106/71 | 20/53/24 | <0.01 |
| Gender: male/female | 169/25 | 87/10 | 0.52 |
| TMN stage: T1A/T1B/T2/T3A/T3B | 30/91/47/8/18 | 2/25/38/13/19 | <0.01 |
| AFP (ng/mL): <100/100–400/>400 | 120/28/46 | 45/12/40 | <0.01 |
| HbsAg: negative/positive | 43/151 | 16/81 | 0.26 |
| HbeAg: negative/positive | 163/31 | 82/15 | 0.91 |
| HbcAb: negative/positive | 67/127 | 26/71 | 0.18 |
| HBVDNA: negative (<500)/positive (≥500) | 130/64 | 59/38 | 0.30 |
| HCV: negative/positive | 172/22 | 88/9 | 0.59 |
| Tumor number: 1/2/3/≥ 4 | 167/18/1/8 | 69/12/1/15 | <0.01 |
| Tumor location (lobe): right/left/middle/others/multiple | 108/44/31/6/5 | 55/23/11/4/4 | 0.79 |
| Tumor capsular: complete/incomplete | 176/18 | 78/19 | 0.01 |
| Hepatic venous cancer plug: present/absent | 9/185 | 7/90 | 0.36 |
| Portal vein tumor thrombi: present/absent | 7/187 | 15/82 | <0.01 |
| Cholangiocarcinoma bolt: present/absent | 3/191 | 4/93 | 0.34 |
| Peripheral organs invaded: present/absent | 12/182 | 4/93 | 0.65 |
| Pathological grade: I/II/III/IV | 6801044 | 028672 | 0.04 |
| Cut edge: negative/positive | 186/8 | 89/8 | 0.15 |
| Vascular tumor emboli: present/absent | 46/148 | 47/50 | <0.01 |
| Preoperative neo-adjuvant chemotherapy: none/TACE/others | 188/6/0 | 89/7/1 | 0.047 |
| Modus operandi: open/laparoscopic | 113/81 | 71/26 | 0.01 |
| Anatomical resection: yes/no | 46/148 | 30/67 | 0.19 |
| Intraoperative blood loss (mL): ≤400/>400 | 130/64 | 56/41 | 0.12 |
| Intraoperative blood transfusion: no/yes | 164/30 | 75/22 | 0.13 |
| Postoperative complication: none/post-operation hemorrhage/bile leakage/liver failure/others | 178/8/0/1/7 | 90/2/2/1/2 | <0.01 |
| Postoperative adjuvant therapy: hyperthermic intraperitoneal perfusion/TACE/Sorafenib/none | 18/63/0/113 | 8/33/4/52/97 | 0.04 |
| ALT (U/L), mean ± standard error | 48.0±55.0 | 45.6±52.4 | 0.54 |
| AST (U/L), mean ± standard error | 50.1±48.0 | 58.6±59.0 | 0.03 |
| GGT (U/L), mean ± standard error | 80.4±86.4 | 96.4±82.7 | <0.01 |
| ALP (U/L), mean ± standard error | 91.5±41.0 | 110.4±55.5 | <0.01 |
| Dbil (µmol/L), mean ± standard error | 4.4±4.6 | 5.6±7.2 | 0.08 |
| APTT (seconds), mean ± standard error | 38.0±4.6 | 39.7±7.0 | 0.03 |
| INR, mean ± standard error | 1.1±0.2 | 1.1±0.1 | 0.04 |
| WBC (109/L), mean ± standard error | 6.4±2.4 | 7.0±2.4 | 0.03 |
| Hemoglobin (g/L), mean ± standard error | 135.6±18.0 | 133.8±21.9 | 0.63 |
| Platelet (109/L), mean ± standard error | 188.3±70.8 | 206.8±85.8 | 0.04 |
| Tumor size (cm), mean ± standard error | 4.9±3.26 | 7.15±3.78 | <0.01 |
ALT, alanine transaminase; AST, alanine aminotransferase; GGT, gamma-glutamyl transpeptidase; ALP, alkaline phosphatase; ALB, albumin; Tbil, total bilirubin; Dbil, direct bilirubin; PT, prothrombin time; APTT, activated partial thromboplastin time; INR, international normalized ratio; APF, alpha-fetoprotein; HbsAg, hepatitis B surface antigen; HbeAg, hepatitis B e-antigen; HbcAb, hepatitis B core antibody; HBV-DNA, hepatitis B DNA; HCV; hepatitis C virus; WBC, white blood cell.
Related risk factor-related parameters (P<0.05) associated with hepatocellular carcinoma early recurrence after curative hepatectomy in the training set
| Factors | Beta | SE | Z value | Probability (>|Z|) |
|---|---|---|---|---|
| Age | −0.42 | 0.24 | −1.75 | 0.08 |
| TMN stage | 0.03 | 0.20 | 0.15 | 0.88 |
| AFP | 0.14 | 0.17 | 0.84 | 0.40 |
| Tumor number | 0.55 | 0.19 | 2.88 | <0.01 |
| Tumor capsule | 0.94 | 0.43 | 2.20 | 0.03 |
| Tumor size | 0.16 | 0.06 | 2.93 | <0.01 |
| Portal vein tumor thrombi | −1.44 | 0.73 | −1.97 | 0.05 |
| Pathological grade | 0.47 | 0.29 | 1.64 | 0.10 |
| Vascular tumor emboli | −0.86 | 0.35 | −2.58 | 0.01 |
| Preoperative neo-adjuvant chemotherapy | 0.73 | 0.67 | 1.08 | 0.28 |
| Modus operandi | 0.19 | 0.35 | 0.56 | 0.58 |
| Postoperative complication | −0.28 | 0.21 | −1.34 | 0.18 |
| Postoperative adjuvant therapy | −0.01 | 0.14 | −0.10 | 0.92 |
| AST | >−0.01 | <0.01 | −1.05 | 0.29 |
| rGGT | >−0.01 | <0.01 | −0.33 | 0.74 |
| ALP | <0.01 | <0.01 | 1.49 | 0.14 |
| APTT | 0.08 | 0.03 | 2.30 | 0.02 |
| INR | −0.34 | 1.16 | −0.29 | 0.77 |
| WBC | 0.04 | 0.07 | 0.59 | 0.56 |
| PLT | >−0.01 | <0.01 | −0.85 | <0.01 |
Beta represents the standardized coefficient. SE, standard error; AFP, alpha-fetoprotein; AST, alanine aminotransferase; GGT, gamma-glutamyl transpeptidase; ALP, alkaline phosphatase; APTT, activated partial thromboplastin time; INR, international normalized ratio; WBC, white blood cell; PLT, platelet.
Independent prognostic factor-related parameters associated with hepatocellular carcinoma early recurrence after curative hepatectomy in the training set
| Factors | Beta | SE | Z value | Probability (>|Z|) |
|---|---|---|---|---|
| Age | −0.36 | 0.23 | −1.48 | 0.14 |
| Tumor number | 0.57 | 0.16 | 3.50 | <0.01 |
| Tumor capsule | 0.87 | 0.41 | 2.14 | <0.01 |
| Tumor size | 0.16 | 0.04 | 3.85 | <0.01 |
| Portal vein tumor thrombi | −1.54 | 0.54 | −2.89 | <0.01 |
| Pathological grade | 0.45 | 0.27 | 1.67 | 0.09 |
| Vascular tumor emboli | −0.82 | 0.31 | −2.67 | <0.01 |
| APTT | 0.08 | 0.04 | 2.85 | <0.01 |
Beta represents the standardized coefficient. SE, standard error; APTT, activated partial thromboplastin time.
Figure 1Prognostic model receiver operating characteristic curve for the training set.
Figure 2Nomogram for predicting the risk of hepatocellular carcinoma early recurrence after curative hepatectomy. Tnum, tumor number; Tcap, tumor capsule; Pvte, portal vein tumor thrombi; pg, pathological grade; Vte, vascular tumor emboli; APTT, activated partial thromboplastin time; max_size, tumor maximum size.
Figure 3Prognostic model receiver operating characteristic curve for the validation set.